FR3106862B1 - Procédé de mise en froid utilisant un réseau neuronal artificiel - Google Patents
Procédé de mise en froid utilisant un réseau neuronal artificiel Download PDFInfo
- Publication number
- FR3106862B1 FR3106862B1 FR2001092A FR2001092A FR3106862B1 FR 3106862 B1 FR3106862 B1 FR 3106862B1 FR 2001092 A FR2001092 A FR 2001092A FR 2001092 A FR2001092 A FR 2001092A FR 3106862 B1 FR3106862 B1 FR 3106862B1
- Authority
- FR
- France
- Prior art keywords
- cryogenic fluid
- supply circuit
- fluid supply
- neural network
- artificial neural
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Active
Links
- 238000013528 artificial neural network Methods 0.000 title abstract 3
- 238000000034 method Methods 0.000 title abstract 3
- 239000012530 fluid Substances 0.000 abstract 8
- 238000001816 cooling Methods 0.000 abstract 3
- 238000004364 calculation method Methods 0.000 abstract 2
- 239000003380 propellant Substances 0.000 abstract 1
Classifications
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F17—STORING OR DISTRIBUTING GASES OR LIQUIDS
- F17C—VESSELS FOR CONTAINING OR STORING COMPRESSED, LIQUEFIED OR SOLIDIFIED GASES; FIXED-CAPACITY GAS-HOLDERS; FILLING VESSELS WITH, OR DISCHARGING FROM VESSELS, COMPRESSED, LIQUEFIED, OR SOLIDIFIED GASES
- F17C1/00—Pressure vessels, e.g. gas cylinder, gas tank, replaceable cartridge
- F17C1/12—Pressure vessels, e.g. gas cylinder, gas tank, replaceable cartridge with provision for thermal insulation
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F02—COMBUSTION ENGINES; HOT-GAS OR COMBUSTION-PRODUCT ENGINE PLANTS
- F02K—JET-PROPULSION PLANTS
- F02K9/00—Rocket-engine plants, i.e. plants carrying both fuel and oxidant therefor; Control thereof
- F02K9/42—Rocket-engine plants, i.e. plants carrying both fuel and oxidant therefor; Control thereof using liquid or gaseous propellants
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F02—COMBUSTION ENGINES; HOT-GAS OR COMBUSTION-PRODUCT ENGINE PLANTS
- F02K—JET-PROPULSION PLANTS
- F02K9/00—Rocket-engine plants, i.e. plants carrying both fuel and oxidant therefor; Control thereof
- F02K9/42—Rocket-engine plants, i.e. plants carrying both fuel and oxidant therefor; Control thereof using liquid or gaseous propellants
- F02K9/60—Constructional parts; Details not otherwise provided for
- F02K9/62—Combustion or thrust chambers
- F02K9/64—Combustion or thrust chambers having cooling arrangements
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F05—INDEXING SCHEMES RELATING TO ENGINES OR PUMPS IN VARIOUS SUBCLASSES OF CLASSES F01-F04
- F05D—INDEXING SCHEME FOR ASPECTS RELATING TO NON-POSITIVE-DISPLACEMENT MACHINES OR ENGINES, GAS-TURBINES OR JET-PROPULSION PLANTS
- F05D2260/00—Function
- F05D2260/82—Forecasts
- F05D2260/821—Parameter estimation or prediction
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F17—STORING OR DISTRIBUTING GASES OR LIQUIDS
- F17C—VESSELS FOR CONTAINING OR STORING COMPRESSED, LIQUEFIED OR SOLIDIFIED GASES; FIXED-CAPACITY GAS-HOLDERS; FILLING VESSELS WITH, OR DISCHARGING FROM VESSELS, COMPRESSED, LIQUEFIED, OR SOLIDIFIED GASES
- F17C2205/00—Vessel construction, in particular mounting arrangements, attachments or identifications means
- F17C2205/03—Fluid connections, filters, valves, closure means or other attachments
- F17C2205/0302—Fittings, valves, filters, or components in connection with the gas storage device
- F17C2205/0323—Valves
-
- F—MECHANICAL ENGINEERING; LIGHTING; HEATING; WEAPONS; BLASTING
- F17—STORING OR DISTRIBUTING GASES OR LIQUIDS
- F17C—VESSELS FOR CONTAINING OR STORING COMPRESSED, LIQUEFIED OR SOLIDIFIED GASES; FIXED-CAPACITY GAS-HOLDERS; FILLING VESSELS WITH, OR DISCHARGING FROM VESSELS, COMPRESSED, LIQUEFIED, OR SOLIDIFIED GASES
- F17C2223/00—Handled fluid before transfer, i.e. state of fluid when stored in the vessel or before transfer from the vessel
- F17C2223/01—Handled fluid before transfer, i.e. state of fluid when stored in the vessel or before transfer from the vessel characterised by the phase
- F17C2223/0146—Two-phase
- F17C2223/0153—Liquefied gas, e.g. LPG, GPL
- F17C2223/0161—Liquefied gas, e.g. LPG, GPL cryogenic, e.g. LNG, GNL, PLNG
Landscapes
- Engineering & Computer Science (AREA)
- Mechanical Engineering (AREA)
- General Engineering & Computer Science (AREA)
- Chemical & Material Sciences (AREA)
- Combustion & Propulsion (AREA)
- Separation By Low-Temperature Treatments (AREA)
Abstract
P rocédé de mise en froid utilisant un réseau neuronal artificiel La présente divulgation concerne un procédé de mise en froid d’un circuit (3) d’alimentation en fluide cryogénique comprenant une étape d’acquisition (E1) d’une valeur (T°c) d’état du circuit (3) d’alimentation en fluide cryogénique à un instant courant (tc), une étape de calcul (E2) d’un instant correspondant (tcmd,i) d’ouverture de chaque vanne (VAO, VMRO, VPO) parmi une ou plusieurs vannes du circuit (3) d’alimentation en fluide cryogénique, et une étape d’ouverture (E4) de chaque vanne (VAO, VMRO, VPO) à l’instant correspondant (tcmd,i) pour mettre en froid le circuit (3) d’alimentation en fluide cryogénique. L’étape de calcul est effectuée par un ordinateur appliquant un réseau neuronal artificiel pour calculer une séquence d’ouverture des vannes (VAO, VMRO, VPO) permettant d’atteindre, à partir de la valeur (T°c) d’état du circuit (3) d’alimentation en fluide cryogénique à l’instant courant (tc), un état du circuit (3) d’alimentation en fluide cryogénique satisfaisant un ou plusieurs critères prédéterminés de mise en froid à un instant (tfin) prédéterminé dans le futur. Cette divulgation concerne également un circuit (3) d’alimentation en fluide cryogénique et son unité de commande (15), configurés pour mettre en œuvre ce procédé, ainsi qu’un propulseur (1) incorporant un tel circuit (3) d’alimentation en fluide cryogénique en tant qu’ergol. Figure pour l’abrégé : Fig. 5.
Priority Applications (5)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
FR2001092A FR3106862B1 (fr) | 2020-02-04 | 2020-02-04 | Procédé de mise en froid utilisant un réseau neuronal artificiel |
PCT/FR2021/050177 WO2021156561A1 (fr) | 2020-02-04 | 2021-02-01 | Procede de mise en froid utilisant un reseau neuronal artificiel |
JP2022547230A JP2023513492A (ja) | 2020-02-04 | 2021-02-01 | 人工ニューラルネットワークを用いた冷却方法 |
EP21706363.5A EP4100640B1 (fr) | 2020-02-04 | 2021-02-01 | Procédé de mise en froid utilisant un réseau neuronal artificiel |
US17/759,893 US20230341088A1 (en) | 2020-02-04 | 2021-02-01 | Refrigeration method using an artificial neural network |
Applications Claiming Priority (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
FR2001092A FR3106862B1 (fr) | 2020-02-04 | 2020-02-04 | Procédé de mise en froid utilisant un réseau neuronal artificiel |
FR2001092 | 2020-02-04 |
Publications (2)
Publication Number | Publication Date |
---|---|
FR3106862A1 FR3106862A1 (fr) | 2021-08-06 |
FR3106862B1 true FR3106862B1 (fr) | 2022-02-04 |
Family
ID=70008960
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
FR2001092A Active FR3106862B1 (fr) | 2020-02-04 | 2020-02-04 | Procédé de mise en froid utilisant un réseau neuronal artificiel |
Country Status (5)
Country | Link |
---|---|
US (1) | US20230341088A1 (fr) |
EP (1) | EP4100640B1 (fr) |
JP (1) | JP2023513492A (fr) |
FR (1) | FR3106862B1 (fr) |
WO (1) | WO2021156561A1 (fr) |
Family Cites Families (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
DE102007001024B4 (de) * | 2007-01-02 | 2008-10-02 | Siemens Ag | Verfahren zur rechnergestützten Regelung und/oder Steuerung eines technischen Systems insbesondere einer Gasturbine |
FR2994731B1 (fr) * | 2012-08-22 | 2015-03-20 | Snecma | Procede de mise en froid |
FR3019592B1 (fr) * | 2014-04-03 | 2016-04-22 | Snecma | Procede et dispositif de surveillance d'un parametre d'un moteur de fusee |
-
2020
- 2020-02-04 FR FR2001092A patent/FR3106862B1/fr active Active
-
2021
- 2021-02-01 WO PCT/FR2021/050177 patent/WO2021156561A1/fr unknown
- 2021-02-01 EP EP21706363.5A patent/EP4100640B1/fr active Active
- 2021-02-01 JP JP2022547230A patent/JP2023513492A/ja active Pending
- 2021-02-01 US US17/759,893 patent/US20230341088A1/en active Pending
Also Published As
Publication number | Publication date |
---|---|
WO2021156561A1 (fr) | 2021-08-12 |
US20230341088A1 (en) | 2023-10-26 |
EP4100640A1 (fr) | 2022-12-14 |
FR3106862A1 (fr) | 2021-08-06 |
JP2023513492A (ja) | 2023-03-31 |
EP4100640B1 (fr) | 2024-04-03 |
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Legal Events
Date | Code | Title | Description |
---|---|---|---|
PLFP | Fee payment |
Year of fee payment: 2 |
|
PLSC | Publication of the preliminary search report |
Effective date: 20210806 |
|
PLFP | Fee payment |
Year of fee payment: 3 |
|
CA | Change of address |
Effective date: 20220117 |
|
RM | Correction of a material error |
Effective date: 20221012 |
|
PLFP | Fee payment |
Year of fee payment: 4 |
|
PLFP | Fee payment |
Year of fee payment: 5 |